{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fa4a915d650>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import numpy as np\n",
    "import torchvision.transforms.functional as TF\n",
    "\n",
    "image_path = \"../datasets/tianchi/round2_no_overlap/image/image_10_1294.png\"\n",
    "image = Image.open(image_path).convert(\"RGB\")\n",
    "\n",
    "\n",
    "plt.imshow(image)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "cv2.imwrite(\"img_origin.png\", np.asarray(image))\n",
    "cv2.imwrite(\"img_hflip.png\", np.asarray(TF.hflip(image)))\n",
    "cv2.imwrite(\"img_vflip.png\", np.asarray(TF.vflip(image)))\n",
    "cv2.imwrite(\"img_rot90.png\", np.asarray(TF.rotate(image, 90)))\n",
    "cv2.imwrite(\"img_center.png\", np.asarray(TF.center_crop(image, (256, 256))))\n",
    "cv2.imwrite(\"img_blur.png\", np.asarray(TF.gaussian_blur(image, (7, 7))))\n",
    "\n",
    "img_adj = TF.adjust_brightness(image, 0.5)\n",
    "img_adj = TF.adjust_contrast(img_adj, 0.5)\n",
    "img_adj = TF.adjust_saturation(img_adj, 0.5)\n",
    "cv2.imwrite(\"img_adj.png\", np.asarray(img_adj))\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "9ed70208bb8ef2fba028a67cdad176b6d0ad99a495b6a4fdc7ae902401be205f"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 ('torch-1.8.1')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
